基于计算机视觉的机器人轨迹精度评估系统的设计与实现

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中图分类号:TN911.23-34;TP391 文献标识码:A 文章编号:1004-373X(2025)16-0172-05

Designand realization of robot trajectoryprecision evaluation system based on computer vision

HEYafan1,CHENQiyu²,FANGShengkun²,LIPing²,DENG Zhiwen²,ZHANGJiaye³ (1.School of Mechanical and Automation Engineering,WuyiUniversity,Jiangmen 529o2o,China; 2.Guangdonglca 3.Guangzhou XinbangIntelligent EquipmentCo.,Ltd.,Guangzhou 51062o, China)

Abstract:Inalusion tothe limitations of thecurrent robot accuracyasessment,arobot trajectory precision evaluation systembasedoncomputervisionisproposedtodetectthefeasibityofrobottrajectoryaccuracy.TheimprovedSURFalgorithm isusedtodetecttheoverlappingregioninthevideo,andthetimeoffeatureextractionisshorterby55.6%.TheRANSAC algorithmisusedtoeliminatetheposiblemismatchingpointsintheoverlappingregionoftheROI,soastorealizemore accuratematchingefect.Theweightedfusionalgorithmwithfixedwidthisproposed,whichisnotonlyabletoeficiently eliminatethesplicingseams,butalsocanbeapliedtoacertainreal-timerequirementsoflargescenes.Thehomographymatrix isusedasthecompensationparametertomatchandcalibratethesplicedrealmapwiththerastermapcreatedbytherobotin SLAM.Theauracy eror values between the actualtrajectory inthereal mapandtheplanned trajectoryintheraster mapare evaluated,where the average absolute errorsin the x and y directions are about 4.6% and 4% ,respectively.Itverifiesthat the proposed method can effectively evaluate the trajectory accuracy of robot operation.

Keywords:computer vision;video stitching;trajectoryaccuracy;improved SURFalgorithm;RANSAC algorithm;image fusion;optical-flowmethod;mobilerobot

在当前的移动机器人技术领域,轨迹精度是评估其性能的关键指标之一,它可以反映机器人在执行任务时定位、导航及执行动作的准确性和稳定性[。(剩余6350字)

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